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AI visibility for SaaS

See if AI finds you. Then see if it pays.

Grow or Die measures whether ChatGPT recommends your brand, which pages AI crawlers request, which AI referrals arrive, and whether those visitors become paying customers.

RecommendedAn observed AI answer names your brand for an unbranded buyer question.
CrawledA verified AI crawler requests a public page on your server.
ReferredA person lands on your site from a known AI referrer and may later pay.

No blended theatre

Three signals. Three different questions.

Am I recommended?

Run a specific, unbranded buyer question and record whether the answer mentions or cites your domain. One response is one observation—not universal visibility.

What does AI read?

Install the server hook to observe verified crawler requests by page, bot, and time. A crawler request does not prove a recommendation.

Does visibility earn?

Join AI referral visits to the same customer and payment identity. Revenue stays unassigned when the identity link is missing.

Demand before content

Find questions people already search for.

Google demand

Use live US search-volume and keyword-difficulty estimates to avoid publishing pages nobody searches for.

ChatGPT observation

Test the same buyer intent without your brand in the question, then record mentions, position, and exact target citations.

Business outcome

Connect traffic and payment evidence before calling a visibility win valuable.

Start with one real question

Check your current AI visibility now.

The free check uses one US-English ChatGPT observation and current Google keyword estimates. It never invents a score.

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